Philippe Kahn posted today at LinkedIn: The focus on creating larger AI models has been prevalent, but what if the key to achieving AGI lies in collaboration among AI systems? It’s clear that relying on a single “God Model” may not be the solution. The future of AI is not about a singular, massive brain, but rather an ecosystem of agents that engage in debate, verification, and correction. Link

Key Shifts to Consider:

• Logic over Intuition: While models excel at rapid pattern recognition (System 1), they struggle with slow, deliberate reasoning (System 2). Teamwork can effectively bridge this gap.

• The Power of Debate: In experiments involving the Collatz conjecture, no individual model succeeded. Success was achieved only when models cross-checked each other, with one proposing and another verifying.

• The “Yes-Man” Problem: While hallucinations in AI are concerning, sycophancy (where AI merely agrees) poses a greater risk. We need an AI capable of saying “No!!!”

• Intelligence is Social: As Chang articulates, “Intelligence is not a property of individual agents but of regulated interaction.”